{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "from io import BytesIO\n",
    "\n",
    "import PIL, PIL.Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y, z = [np.random.rand(10, 10, 10) for _ in range(3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"weight\" in dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {\"coacts\": x.flatten(), \"weight\": y.flatten(), \"grads\": z.flatten().astype(np.float16)}\n",
    "dataframe = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.scatterplot(x=\"coacts\", y=\"weight\", hue=\"grads\", data=dataframe);\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)}, style=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(842, 595)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "canvas.get_width_height()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Store image in a string buffer\n",
    "buffer = BytesIO()\n",
    "canvas = ax.figure.canvas\n",
    "canvas.draw()\n",
    "pilImage = PIL.Image.frombytes(\"RGB\", canvas.get_width_height(), canvas.tostring_rgb())\n",
    "pilImage.save(buffer, \"PNG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=842x595 at 0x127F898D0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pilImage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fun with sparsity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lineplot(lower_line, middle_line, upper_line, loglog = False, xscale = None, yscale = None, xlim = None, ylim = None, x_list = None, ax = None, line_lable = 'line', x_label = 'x', y_label = 'y', title = 'Plot', color = None):\n",
    "    \n",
    "    x_list = x_list if x_list is not None else range(len(middle_line))\n",
    "    \n",
    "    # Create the plot object\n",
    "    fig, ax = (None, ax) if ax is not None else plt.subplots()\n",
    "\n",
    "    # Plot the data, set the linewidth, color and transparency of the\n",
    "    # line, provide a label for the legend\n",
    "    kwargs = {}\n",
    "    if color     : kwargs['color'] = color\n",
    "    if line_lable: kwargs['label'] = line_lable\n",
    "    \n",
    "    # ax.loglog(x_list, middle_line, lw = 1, alpha = 1, **kwargs)\n",
    "    if not loglog:\n",
    "        ax.plot(x_list, middle_line, lw = 1, alpha = 1, **kwargs)\n",
    "    else:\n",
    "        ax.loglog(x_list, middle_line, lw = 1, alpha = 1, **kwargs)\n",
    "\n",
    "    # Adjust x,y scaling.\n",
    "    if xscale: ax.set_xscale(xscale)\n",
    "    if yscale: ax.set_yscale(yscale)\n",
    "\n",
    "    # Shade the confidence interval\n",
    "    kwargs = {}\n",
    "    if color     : kwargs['color'] = color\n",
    "    ax.fill_between(x_list, lower_line, upper_line, alpha = 0.4, **kwargs)\n",
    "    \n",
    "    if ylim: ax.set_ylim(*ylim)\n",
    "    if xlim: ax.set_xlim(*xlim)\n",
    "    \n",
    "    # Label the axes and provide a title\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel(x_label)\n",
    "    ax.set_ylabel(y_label)\n",
    "\n",
    "    # Display legend\n",
    "    ax.legend(loc = 'best')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_onperc(arr):\n",
    "    size = np.prod(arr.shape)\n",
    "    return np.sum(arr == 1) / size\n",
    "\n",
    "trials = 100\n",
    "N_list = [10, 50, 100, 500, 1000, 2000]\n",
    "on_perc = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "sparsity_per_row_1 = defaultdict(list)\n",
    "sparsity_per_column_1 = defaultdict(list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Per row method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "for _ in range(trials):\n",
    "    for N in N_list:\n",
    "\n",
    "        w = np.zeros((N, N))\n",
    "        for r in range(N):\n",
    "            t = np.random.rand(1, N) < on_perc\n",
    "            w[r, :] = t\n",
    "\n",
    "        # Sparsity per row\n",
    "        spr = [\n",
    "            calc_onperc(w[r, :])\n",
    "            for r in range(N)\n",
    "        ]\n",
    "\n",
    "        # Sparsity per column\n",
    "        spc = [\n",
    "            calc_onperc(w[:, c])\n",
    "            for c in range(N)\n",
    "        ]\n",
    "\n",
    "        sparsity_per_row_1[N].extend(spr)\n",
    "        sparsity_per_column_1[N].extend(spc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-fixed method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "sparsity_per_row_2 = defaultdict(list)\n",
    "sparsity_per_column_2 = defaultdict(list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "for _ in range(trials):\n",
    "    for N in N_list:\n",
    "\n",
    "        w = np.zeros((N, N))\n",
    "        w[:] = (np.random.rand(N, N) < on_perc)\n",
    "\n",
    "        # Sparsity per row\n",
    "        spr = [\n",
    "            calc_onperc(w[r, :])\n",
    "            for r in range(N)\n",
    "        ]\n",
    "\n",
    "        # Sparsity per column\n",
    "        spc = [\n",
    "            calc_onperc(w[:, c])\n",
    "            for c in range(N)\n",
    "        ]\n",
    "\n",
    "        sparsity_per_row_2[N].extend(spr)\n",
    "        sparsity_per_column_2[N].extend(spc)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize = (20, 10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot on-perc by row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "lower_1 = [np.percentile(sparsity_per_row_1[N], 0) for N in N_list]\n",
    "lower_2 = [np.percentile(sparsity_per_row_2[N], 0) for N in N_list]\n",
    "upper_1 = [np.percentile(sparsity_per_row_1[N], 1) for N in N_list]\n",
    "upper_2 = [np.percentile(sparsity_per_row_2[N], 1) for N in N_list]\n",
    "middl_1 = [np.percentile(sparsity_per_row_1[N], 0.5) for N in N_list]\n",
    "middl_2 = [np.percentile(sparsity_per_row_2[N], 0.5) for N in N_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "lineplot(\n",
    "    lower_1, middl_1, upper_1,\n",
    "    ax = ax[0],\n",
    "    x_list = N_list,\n",
    "    line_lable = 'fixed', x_label = 'N', y_label = 'on_perc', \n",
    "    title = 'On-perc by Row', color = None\n",
    ")\n",
    "lineplot(\n",
    "    lower_2, middl_2, upper_2, \n",
    "    ax = ax[0],\n",
    "    x_list = N_list,\n",
    "    line_lable = 'random', x_label = 'N', y_label = 'on_perc', \n",
    "    title = 'On-perc by Row', color = None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot on-perc by col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "lower_1b = [np.percentile(sparsity_per_column_1[N], 0) for N in N_list]\n",
    "lower_2b = [np.percentile(sparsity_per_column_2[N], 0) for N in N_list]\n",
    "upper_1b = [np.percentile(sparsity_per_column_1[N], 1) for N in N_list]\n",
    "upper_2b = [np.percentile(sparsity_per_column_2[N], 1) for N in N_list]\n",
    "middl_1b = [np.percentile(sparsity_per_column_1[N], 0.5) for N in N_list]\n",
    "middl_2b = [np.percentile(sparsity_per_column_2[N], 0.5) for N in N_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "lineplot(\n",
    "    lower_2b, middl_2b, upper_2b, \n",
    "    ax = ax[1],\n",
    "    x_list = N_list,\n",
    "    line_lable = 'random', x_label = 'N', y_label = 'on_perc', \n",
    "    title = 'On-perc by Column', color = None\n",
    ")\n",
    "lineplot(\n",
    "    lower_1b, middl_1b, upper_1b,\n",
    "    ax = ax[1],\n",
    "    x_list = N_list,\n",
    "    line_lable = 'fixed', x_label = 'N', y_label = 'on_perc', \n",
    "    title = 'On-perc by Column', color = None\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fun with random stochastic matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 1., 1., 1., 1., 1., 1., 1., 1., 1.],\n",
       "       [1., 0., 1., 1., 1., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 0., 1., 1., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 0., 1., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 0., 1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 0., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 1., 0., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 1., 1., 0., 1., 1.],\n",
       "       [1., 1., 1., 1., 1., 1., 1., 1., 0., 1.],\n",
       "       [1., 1., 1., 1., 1., 1., 1., 1., 1., 0.]])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "k = 10\n",
    "\n",
    "result = [[random.uniform(0, 0.1 / k) for i in range(k)] for j in range(k)]\n",
    "for j, r in enumerate(result):\n",
    "    r[j] += 1 - sum(r)\n",
    "    \n",
    "w = np.zeros((k, k))\n",
    "w[:] = np.array(result) < 0.1\n",
    "w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
